{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "%matplotlib inline\n",
    "import matplotlib.patches as patches\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import pandas as pd\n",
    "import sys\n",
    "sys.path.append('../training/')\n",
    "sys.path.append('../')\n",
    "from config_training import config \n",
    "sys.path.append('../preprocessing/')\n",
    "from step1 import *\n",
    "from full_prep import lumTrans\n",
    "from layers import nms,iou"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "img = np.load('/work/DataBowl3/stage2/preprocess_1/d7850f462f15f4e8a21bf883450a505c_clean.npy')\n",
    "pbb = np.load('../bbox_result/d7850f462f15f4e8a21bf883450a505c_pbb.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pbb = pbb[pbb[:,0]>-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pbb = nms(pbb,0.05)\n",
    "box = pbb[0].astype('int')[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([169, 153,  69,  13])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Rectangle at 0x7ff4551a49d0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UnT4TExM4ffo0pqamRsaLzJ3X5RimUinMzMxYBpBWdFcw11AgAMbYeM59Pp+3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\nvabunCYeANHw8LCmpqa0sbGhx48fB1DHTfSsAq80Oj09DUqJA8O8Mz1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0sNMXDl78P+tE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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff455a32c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(1,1,1)\n",
    "plt.imshow(img[0,box[0]],'gray')\n",
    "plt.axis('off')\n",
    "rect = patches.Rectangle((box[2]-box[3],box[1]-box[3]),box[3]*2,box[3]*2,linewidth=2,edgecolor='red',facecolor='none')\n",
    "ax.add_patch(rect)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
